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🧠 Local Intelligence MCP Server

Swift-based, cross-platform Model Context Protocol server extending Apple Intelligence features to local AI agents.

🚀 Key Features

  • 24 comprehensive tools for text processing, analysis, and summarization
  • Privacy-first architecture with built-in PII redaction and audio term preservation
  • Cross-platform support (macOS, Linux, Docker)
  • Enterprise-grade security with comprehensive testing (400+ test methods)
  • MCP Protocol compliant with full JSON-RPC 2.0 implementation
  • Integrates with Apple Intelligence for local inference and system-level AI features

🛠️ Tool Categories

  • Text Processing: normalize, chunk, rewrite, PII redaction
  • Content Analysis: purpose detection, query analysis, intent recognition
  • Summarization: standard, focused, and enhanced summarization
  • Extraction: tag generation, schema extraction, feedback analysis
  • System Tools: health monitoring, system info, capabilities listing

🔧 Technical Details

  • Language: Swift 6.0+ with strict concurrency
  • Platforms: macOS 12.0+, Linux (Ubuntu 20.04+)
  • Transport: JSON-RPC 2.0 over stdio/HTTP
  • Security: Comprehensive validation, rate limiting, audit logging
  • Performance: Concurrent request handling, memory optimization

📦 Docker Integration

  • Image: mcp/local_intelligence_mcp (built and tested)
  • Registry validated: 11 tools detected successfully
  • Health checks: Comprehensive monitoring and diagnostics
  • Cross-platform: Supports multi-arch deployment

🔌 Platform Compatibility

Compatible with Claude Desktop, VS Code + GitHub Copilot, Cursor, Windsurf, Google AI Studio, and other MCP-enabled platforms.

📚 Documentation

Comprehensive documentation including platform integration guides, API documentation, security features, and troubleshooting guides.

Repository: https://github.com/bretbouchard/Local_Intelligence_MCP
License: MIT
Independent project built using Apple's public frameworks (not affiliated with Apple Inc.)

🧠 Local Intelligence MCP - Swift-based MCP server extending Apple Intelligence

- 24 comprehensive text processing and analysis tools
- Cross-platform support (macOS, Linux, Docker)
- Privacy-preserving PII redaction with audio term preservation
- Integrates with Apple Intelligence for local inference
- Compatible with Claude Desktop, VS Code, Cursor, and other platforms
- MIT licensed with comprehensive documentation
- Built independently using Apple's public frameworks
@Copilot Copilot AI review requested due to automatic review settings October 11, 2025 03:54
@bretbouchard bretbouchard requested a review from a team as a code owner October 11, 2025 03:54
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Pull Request Overview

This PR introduces the Local Intelligence MCP server configuration to the MCP registry, adding a Swift-based text processing server that leverages Apple Intelligence features for local AI operations.

  • Adds comprehensive tool definitions for 11 text processing and analysis capabilities
  • Includes server configuration metadata for registry integration
  • Establishes Docker-based deployment support with privacy-first architecture

Reviewed Changes

Copilot reviewed 2 out of 2 changed files in this pull request and generated 1 comment.

File Description
servers/local_intelligence_mcp/tools.json Defines 11 tools with detailed argument specifications for text processing, analysis, and system operations
servers/local_intelligence_mcp/server.yaml Provides server metadata and configuration for MCP registry integration

Tip: Customize your code reviews with copilot-instructions.md. Create the file or learn how to get started.

- ai
about:
title: Local_intelligence_mcp
description: "A Swift-based, cross-platform Model Context Protocol (MCP) server that extends Apple’s on-device Intelligence features to local AI agents in a secure and privacy-preserving way.\n\nLocal Intelligence MCP provides text processing, summarization, and contextual analysis tools designed to augment Apple Intelligence capabilities within your own applications "
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The description text is truncated mid-sentence, ending with 'within your own applications ' without completing the thought or closing properly.

Suggested change
description: "A Swift-based, cross-platform Model Context Protocol (MCP) server that extends Apple’s on-device Intelligence features to local AI agents in a secure and privacy-preserving way.\n\nLocal Intelligence MCP provides text processing, summarization, and contextual analysis tools designed to augment Apple Intelligence capabilities within your own applications "
description: "A Swift-based, cross-platform Model Context Protocol (MCP) server that extends Apple’s on-device Intelligence features to local AI agents in a secure and privacy-preserving way.\n\nLocal Intelligence MCP provides text processing, summarization, and contextual analysis tools designed to augment Apple Intelligence capabilities within your own applications. This enables developers to leverage advanced AI features locally, ensuring privacy and security for end users."

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